Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 8760 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.8 MiB |
| Average record size in memory | 336.8 B |
Variable types
| Categorical | 3 |
|---|---|
| Numeric | 10 |
| Boolean | 1 |
Date has a high cardinality: 365 distinct values | High cardinality |
Rented Bike Count is highly overall correlated with Temperature(�C) | High correlation |
Temperature(�C) is highly overall correlated with Rented Bike Count and 2 other fields | High correlation |
Humidity(%) is highly overall correlated with Dew point temperature(�C) | High correlation |
Dew point temperature(�C) is highly overall correlated with Temperature(�C) and 2 other fields | High correlation |
Seasons is highly overall correlated with Temperature(�C) and 1 other fields | High correlation |
Holiday is highly imbalanced (71.7%) | Imbalance |
Functioning Day is highly imbalanced (78.7%) | Imbalance |
Date is uniformly distributed | Uniform |
Rented Bike Count has 295 (3.4%) zeros | Zeros |
Hour has 365 (4.2%) zeros | Zeros |
Solar Radiation (MJ/m2) has 4300 (49.1%) zeros | Zeros |
Rainfall(mm) has 8232 (94.0%) zeros | Zeros |
Snowfall (cm) has 8317 (94.9%) zeros | Zeros |
Reproduction
| Analysis started | 2023-06-28 17:09:16.132774 |
|---|---|
| Analysis finished | 2023-06-28 17:09:49.708490 |
| Duration | 33.58 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
Date
Categorical
HIGH CARDINALITY  UNIFORM 
| Distinct | 365 |
|---|---|
| Distinct (%) | 4.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 573.3 KiB |
| 01/12/2017 | 24 |
|---|---|
| 09/08/2018 | 24 |
| 07/08/2018 | 24 |
| 06/08/2018 | 24 |
| 05/08/2018 | 24 |
| Other values (360) |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 87600 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 01/12/2017 |
|---|---|
| 2nd row | 01/12/2017 |
| 3rd row | 01/12/2017 |
| 4th row | 01/12/2017 |
| 5th row | 01/12/2017 |
Common Values
| Value | Count | Frequency (%) |
| 01/12/2017 | 24 | 0.3% |
| 09/08/2018 | 24 | 0.3% |
| 07/08/2018 | 24 | 0.3% |
| 06/08/2018 | 24 | 0.3% |
| 05/08/2018 | 24 | 0.3% |
| 04/08/2018 | 24 | 0.3% |
| 03/08/2018 | 24 | 0.3% |
| 02/08/2018 | 24 | 0.3% |
| 01/08/2018 | 24 | 0.3% |
| 31/07/2018 | 24 | 0.3% |
| Other values (355) | 8520 |
Length
| Value | Count | Frequency (%) |
| 01/12/2017 | 24 | 0.3% |
| 24/12/2017 | 24 | 0.3% |
| 03/12/2017 | 24 | 0.3% |
| 04/12/2017 | 24 | 0.3% |
| 05/12/2017 | 24 | 0.3% |
| 06/12/2017 | 24 | 0.3% |
| 07/12/2017 | 24 | 0.3% |
| 08/12/2017 | 24 | 0.3% |
| 09/12/2017 | 24 | 0.3% |
| 10/12/2017 | 24 | 0.3% |
| Other values (355) | 8520 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 19488 | |
| / | 17520 | |
| 1 | 16344 | |
| 2 | 13896 | |
| 8 | 9624 | |
| 7 | 2352 | 2.7% |
| 3 | 2040 | 2.3% |
| 5 | 1608 | 1.8% |
| 6 | 1584 | 1.8% |
| 4 | 1584 | 1.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 70080 | |
| Other Punctuation | 17520 | 20.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 19488 | |
| 1 | 16344 | |
| 2 | 13896 | |
| 8 | 9624 | |
| 7 | 2352 | 3.4% |
| 3 | 2040 | 2.9% |
| 5 | 1608 | 2.3% |
| 6 | 1584 | 2.3% |
| 4 | 1584 | 2.3% |
| 9 | 1560 | 2.2% |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 17520 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 87600 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 19488 | |
| / | 17520 | |
| 1 | 16344 | |
| 2 | 13896 | |
| 8 | 9624 | |
| 7 | 2352 | 2.7% |
| 3 | 2040 | 2.3% |
| 5 | 1608 | 1.8% |
| 6 | 1584 | 1.8% |
| 4 | 1584 | 1.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 87600 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 19488 | |
| / | 17520 | |
| 1 | 16344 | |
| 2 | 13896 | |
| 8 | 9624 | |
| 7 | 2352 | 2.7% |
| 3 | 2040 | 2.3% |
| 5 | 1608 | 1.8% |
| 6 | 1584 | 1.8% |
| 4 | 1584 | 1.8% |
Rented Bike Count
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 2166 |
|---|---|
| Distinct (%) | 24.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 704.60205 |
| Minimum | 0 |
|---|---|
| Maximum | 3556 |
| Zeros | 295 |
| Zeros (%) | 3.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 68.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 191 |
| median | 504.5 |
| Q3 | 1065.25 |
| 95-th percentile | 2043 |
| Maximum | 3556 |
| Range | 3556 |
| Interquartile range (IQR) | 874.25 |
Descriptive statistics
| Standard deviation | 644.99747 |
|---|---|
| Coefficient of variation (CV) | 0.91540674 |
| Kurtosis | 0.85338699 |
| Mean | 704.60205 |
| Median Absolute Deviation (MAD) | 373.5 |
| Skewness | 1.1534282 |
| Sum | 6172314 |
| Variance | 416021.73 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 295 | 3.4% |
| 122 | 19 | 0.2% |
| 223 | 19 | 0.2% |
| 262 | 19 | 0.2% |
| 165 | 18 | 0.2% |
| 103 | 18 | 0.2% |
| 189 | 18 | 0.2% |
| 178 | 17 | 0.2% |
| 170 | 17 | 0.2% |
| 71 | 17 | 0.2% |
| Other values (2156) | 8303 |
| Value | Count | Frequency (%) |
| 0 | 295 | |
| 2 | 3 | < 0.1% |
| 3 | 2 | < 0.1% |
| 4 | 5 | 0.1% |
| 5 | 3 | < 0.1% |
| 6 | 3 | < 0.1% |
| 7 | 4 | < 0.1% |
| 8 | 7 | 0.1% |
| 9 | 12 | 0.1% |
| 10 | 7 | 0.1% |
| Value | Count | Frequency (%) |
| 3556 | 1 | |
| 3418 | 1 | |
| 3404 | 1 | |
| 3384 | 1 | |
| 3380 | 1 | |
| 3365 | 1 | |
| 3309 | 1 | |
| 3298 | 1 | |
| 3277 | 1 | |
| 3256 | 1 |
Hour
Real number (ℝ)
| Distinct | 24 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.5 |
| Minimum | 0 |
|---|---|
| Maximum | 23 |
| Zeros | 365 |
| Zeros (%) | 4.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 68.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 5.75 |
| median | 11.5 |
| Q3 | 17.25 |
| 95-th percentile | 22 |
| Maximum | 23 |
| Range | 23 |
| Interquartile range (IQR) | 11.5 |
Descriptive statistics
| Standard deviation | 6.9225817 |
|---|---|
| Coefficient of variation (CV) | 0.60196363 |
| Kurtosis | -1.2041763 |
| Mean | 11.5 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0 |
| Sum | 100740 |
| Variance | 47.922137 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 365 | 4.2% |
| 1 | 365 | 4.2% |
| 22 | 365 | 4.2% |
| 21 | 365 | 4.2% |
| 20 | 365 | 4.2% |
| 19 | 365 | 4.2% |
| 18 | 365 | 4.2% |
| 17 | 365 | 4.2% |
| 16 | 365 | 4.2% |
| 15 | 365 | 4.2% |
| Other values (14) | 5110 |
| Value | Count | Frequency (%) |
| 0 | 365 | |
| 1 | 365 | |
| 2 | 365 | |
| 3 | 365 | |
| 4 | 365 | |
| 5 | 365 | |
| 6 | 365 | |
| 7 | 365 | |
| 8 | 365 | |
| 9 | 365 |
| Value | Count | Frequency (%) |
| 23 | 365 | |
| 22 | 365 | |
| 21 | 365 | |
| 20 | 365 | |
| 19 | 365 | |
| 18 | 365 | |
| 17 | 365 | |
| 16 | 365 | |
| 15 | 365 | |
| 14 | 365 |
Temperature(�C)
Real number (ℝ)
| Distinct | 546 |
|---|---|
| Distinct (%) | 6.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.882922 |
| Minimum | -17.8 |
|---|---|
| Maximum | 39.4 |
| Zeros | 21 |
| Zeros (%) | 0.2% |
| Negative | 1433 |
| Negative (%) | 16.4% |
| Memory size | 68.6 KiB |
Quantile statistics
| Minimum | -17.8 |
|---|---|
| 5-th percentile | -7.1 |
| Q1 | 3.5 |
| median | 13.7 |
| Q3 | 22.5 |
| 95-th percentile | 30.7 |
| Maximum | 39.4 |
| Range | 57.2 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 11.944825 |
|---|---|
| Coefficient of variation (CV) | 0.92718289 |
| Kurtosis | -0.83778629 |
| Mean | 12.882922 |
| Median Absolute Deviation (MAD) | 9.4 |
| Skewness | -0.19832553 |
| Sum | 112854.4 |
| Variance | 142.67885 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 19.1 | 40 | 0.5% |
| 20.5 | 40 | 0.5% |
| 23.4 | 39 | 0.4% |
| 7.6 | 38 | 0.4% |
| 20.7 | 38 | 0.4% |
| 24.2 | 37 | 0.4% |
| 20.2 | 35 | 0.4% |
| 19.4 | 34 | 0.4% |
| 19 | 34 | 0.4% |
| 18.8 | 33 | 0.4% |
| Other values (536) | 8392 |
| Value | Count | Frequency (%) |
| -17.8 | 1 | < 0.1% |
| -17.5 | 2 | < 0.1% |
| -17.4 | 1 | < 0.1% |
| -16.9 | 1 | < 0.1% |
| -16.5 | 1 | < 0.1% |
| -16.4 | 2 | < 0.1% |
| -16.2 | 3 | |
| -16.1 | 2 | < 0.1% |
| -16 | 2 | < 0.1% |
| -15.9 | 5 |
| Value | Count | Frequency (%) |
| 39.4 | 1 | < 0.1% |
| 39.3 | 1 | < 0.1% |
| 39 | 1 | < 0.1% |
| 38.7 | 1 | < 0.1% |
| 38 | 1 | < 0.1% |
| 37.9 | 2 | < 0.1% |
| 37.8 | 3 | |
| 37.6 | 1 | < 0.1% |
| 37.5 | 1 | < 0.1% |
| 37.4 | 6 |
Humidity(%)
Real number (ℝ)
| Distinct | 90 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 58.226256 |
| Minimum | 0 |
|---|---|
| Maximum | 98 |
| Zeros | 17 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 68.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 27 |
| Q1 | 42 |
| median | 57 |
| Q3 | 74 |
| 95-th percentile | 94 |
| Maximum | 98 |
| Range | 98 |
| Interquartile range (IQR) | 32 |
Descriptive statistics
| Standard deviation | 20.362413 |
|---|---|
| Coefficient of variation (CV) | 0.34971188 |
| Kurtosis | -0.80355919 |
| Mean | 58.226256 |
| Median Absolute Deviation (MAD) | 16 |
| Skewness | 0.059578973 |
| Sum | 510062 |
| Variance | 414.62788 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 53 | 173 | 2.0% |
| 97 | 173 | 2.0% |
| 43 | 164 | 1.9% |
| 57 | 159 | 1.8% |
| 56 | 157 | 1.8% |
| 47 | 156 | 1.8% |
| 51 | 155 | 1.8% |
| 63 | 153 | 1.7% |
| 54 | 151 | 1.7% |
| 52 | 150 | 1.7% |
| Other values (80) | 7169 |
| Value | Count | Frequency (%) |
| 0 | 17 | |
| 10 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| 12 | 1 | < 0.1% |
| 13 | 3 | < 0.1% |
| 14 | 16 | |
| 15 | 17 | |
| 16 | 15 | |
| 17 | 21 | |
| 18 | 15 |
| Value | Count | Frequency (%) |
| 98 | 50 | 0.6% |
| 97 | 173 | |
| 96 | 111 | |
| 95 | 68 | 0.8% |
| 94 | 54 | 0.6% |
| 93 | 38 | 0.4% |
| 92 | 27 | 0.3% |
| 91 | 38 | 0.4% |
| 90 | 52 | 0.6% |
| 89 | 62 | 0.7% |
Wind speed (m/s)
Real number (ℝ)
| Distinct | 65 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7249087 |
| Minimum | 0 |
|---|---|
| Maximum | 7.4 |
| Zeros | 74 |
| Zeros (%) | 0.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 68.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.4 |
| Q1 | 0.9 |
| median | 1.5 |
| Q3 | 2.3 |
| 95-th percentile | 3.7 |
| Maximum | 7.4 |
| Range | 7.4 |
| Interquartile range (IQR) | 1.4 |
Descriptive statistics
| Standard deviation | 1.0363 |
|---|---|
| Coefficient of variation (CV) | 0.60078543 |
| Kurtosis | 0.72717945 |
| Mean | 1.7249087 |
| Median Absolute Deviation (MAD) | 0.7 |
| Skewness | 0.8909548 |
| Sum | 15110.2 |
| Variance | 1.0739177 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.1 | 420 | 4.8% |
| 1.2 | 403 | 4.6% |
| 1 | 388 | 4.4% |
| 0.9 | 388 | 4.4% |
| 0.8 | 385 | 4.4% |
| 1.4 | 355 | 4.1% |
| 1.3 | 344 | 3.9% |
| 1.5 | 343 | 3.9% |
| 1.6 | 332 | 3.8% |
| 0.6 | 321 | 3.7% |
| Other values (55) | 5081 |
| Value | Count | Frequency (%) |
| 0 | 74 | 0.8% |
| 0.1 | 49 | 0.6% |
| 0.2 | 86 | 1.0% |
| 0.3 | 158 | |
| 0.4 | 186 | |
| 0.5 | 258 | |
| 0.6 | 321 | |
| 0.7 | 313 | |
| 0.8 | 385 | |
| 0.9 | 388 |
| Value | Count | Frequency (%) |
| 7.4 | 1 | < 0.1% |
| 7.3 | 1 | < 0.1% |
| 7.2 | 1 | < 0.1% |
| 6.9 | 1 | < 0.1% |
| 6.7 | 1 | < 0.1% |
| 6.1 | 1 | < 0.1% |
| 6 | 2 | |
| 5.8 | 4 | |
| 5.7 | 1 | < 0.1% |
| 5.6 | 2 |
Visibility (10m)
Real number (ℝ)
| Distinct | 1789 |
|---|---|
| Distinct (%) | 20.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1436.8258 |
| Minimum | 27 |
|---|---|
| Maximum | 2000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 68.6 KiB |
Quantile statistics
| Minimum | 27 |
|---|---|
| 5-th percentile | 300 |
| Q1 | 940 |
| median | 1698 |
| Q3 | 2000 |
| 95-th percentile | 2000 |
| Maximum | 2000 |
| Range | 1973 |
| Interquartile range (IQR) | 1060 |
Descriptive statistics
| Standard deviation | 608.29871 |
|---|---|
| Coefficient of variation (CV) | 0.42336288 |
| Kurtosis | -0.96198013 |
| Mean | 1436.8258 |
| Median Absolute Deviation (MAD) | 302 |
| Skewness | -0.70178645 |
| Sum | 12586594 |
| Variance | 370027.32 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2000 | 2245 | 25.6% |
| 1995 | 34 | 0.4% |
| 1985 | 28 | 0.3% |
| 1999 | 28 | 0.3% |
| 1989 | 28 | 0.3% |
| 1996 | 27 | 0.3% |
| 1992 | 26 | 0.3% |
| 1998 | 25 | 0.3% |
| 1981 | 23 | 0.3% |
| 1987 | 23 | 0.3% |
| Other values (1779) | 6273 |
| Value | Count | Frequency (%) |
| 27 | 1 | |
| 33 | 1 | |
| 34 | 1 | |
| 38 | 1 | |
| 53 | 1 | |
| 54 | 1 | |
| 59 | 1 | |
| 63 | 1 | |
| 66 | 2 | |
| 70 | 1 |
| Value | Count | Frequency (%) |
| 2000 | 2245 | |
| 1999 | 28 | 0.3% |
| 1998 | 25 | 0.3% |
| 1997 | 22 | 0.3% |
| 1996 | 27 | 0.3% |
| 1995 | 34 | 0.4% |
| 1994 | 18 | 0.2% |
| 1993 | 13 | 0.1% |
| 1992 | 26 | 0.3% |
| 1991 | 14 | 0.2% |
Dew point temperature(�C)
Real number (ℝ)
| Distinct | 556 |
|---|---|
| Distinct (%) | 6.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.0738128 |
| Minimum | -30.6 |
|---|---|
| Maximum | 27.2 |
| Zeros | 60 |
| Zeros (%) | 0.7% |
| Negative | 3138 |
| Negative (%) | 35.8% |
| Memory size | 68.6 KiB |
Quantile statistics
| Minimum | -30.6 |
|---|---|
| 5-th percentile | -19.505 |
| Q1 | -4.7 |
| median | 5.1 |
| Q3 | 14.8 |
| 95-th percentile | 22.405 |
| Maximum | 27.2 |
| Range | 57.8 |
| Interquartile range (IQR) | 19.5 |
Descriptive statistics
| Standard deviation | 13.060369 |
|---|---|
| Coefficient of variation (CV) | 3.2059326 |
| Kurtosis | -0.75542951 |
| Mean | 4.0738128 |
| Median Absolute Deviation (MAD) | 9.7 |
| Skewness | -0.36729844 |
| Sum | 35686.6 |
| Variance | 170.57325 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 60 | 0.7% |
| 21.1 | 43 | 0.5% |
| 14.3 | 40 | 0.5% |
| 21.2 | 40 | 0.5% |
| 8.9 | 39 | 0.4% |
| 21.8 | 39 | 0.4% |
| 2.2 | 38 | 0.4% |
| 21.3 | 38 | 0.4% |
| 20.2 | 37 | 0.4% |
| 21.5 | 36 | 0.4% |
| Other values (546) | 8350 |
| Value | Count | Frequency (%) |
| -30.6 | 1 | |
| -30.5 | 1 | |
| -29.8 | 1 | |
| -29.7 | 1 | |
| -29.6 | 2 | |
| -29.5 | 1 | |
| -29.2 | 1 | |
| -29.1 | 1 | |
| -29 | 2 | |
| -28.9 | 2 |
| Value | Count | Frequency (%) |
| 27.2 | 1 | < 0.1% |
| 26.8 | 2 | |
| 26.6 | 1 | < 0.1% |
| 26.3 | 1 | < 0.1% |
| 26.1 | 3 | |
| 26 | 2 | |
| 25.9 | 1 | < 0.1% |
| 25.8 | 2 | |
| 25.7 | 1 | < 0.1% |
| 25.6 | 2 |
Solar Radiation (MJ/m2)
Real number (ℝ)
| Distinct | 345 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.56911073 |
| Minimum | 0 |
|---|---|
| Maximum | 3.52 |
| Zeros | 4300 |
| Zeros (%) | 49.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 68.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.01 |
| Q3 | 0.93 |
| 95-th percentile | 2.56 |
| Maximum | 3.52 |
| Range | 3.52 |
| Interquartile range (IQR) | 0.93 |
Descriptive statistics
| Standard deviation | 0.86874624 |
|---|---|
| Coefficient of variation (CV) | 1.5264977 |
| Kurtosis | 1.126433 |
| Mean | 0.56911073 |
| Median Absolute Deviation (MAD) | 0.01 |
| Skewness | 1.5040397 |
| Sum | 4985.41 |
| Variance | 0.75472003 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4300 | |
| 0.01 | 128 | 1.5% |
| 0.02 | 82 | 0.9% |
| 0.03 | 69 | 0.8% |
| 0.06 | 61 | 0.7% |
| 0.05 | 54 | 0.6% |
| 0.04 | 47 | 0.5% |
| 0.11 | 44 | 0.5% |
| 0.07 | 37 | 0.4% |
| 0.16 | 36 | 0.4% |
| Other values (335) | 3902 |
| Value | Count | Frequency (%) |
| 0 | 4300 | |
| 0.01 | 128 | 1.5% |
| 0.02 | 82 | 0.9% |
| 0.03 | 69 | 0.8% |
| 0.04 | 47 | 0.5% |
| 0.05 | 54 | 0.6% |
| 0.06 | 61 | 0.7% |
| 0.07 | 37 | 0.4% |
| 0.08 | 33 | 0.4% |
| 0.09 | 32 | 0.4% |
| Value | Count | Frequency (%) |
| 3.52 | 2 | |
| 3.49 | 1 | < 0.1% |
| 3.45 | 1 | < 0.1% |
| 3.44 | 1 | < 0.1% |
| 3.42 | 4 | |
| 3.41 | 2 | |
| 3.39 | 3 | |
| 3.38 | 1 | < 0.1% |
| 3.36 | 4 | |
| 3.35 | 1 | < 0.1% |
Rainfall(mm)
Real number (ℝ)
| Distinct | 61 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.14868721 |
| Minimum | 0 |
|---|---|
| Maximum | 35 |
| Zeros | 8232 |
| Zeros (%) | 94.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 68.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.4 |
| Maximum | 35 |
| Range | 35 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.128193 |
|---|---|
| Coefficient of variation (CV) | 7.5876932 |
| Kurtosis | 284.9911 |
| Mean | 0.14868721 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 14.533232 |
| Sum | 1302.5 |
| Variance | 1.2728194 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 8232 | |
| 0.5 | 116 | 1.3% |
| 1 | 66 | 0.8% |
| 1.5 | 56 | 0.6% |
| 0.1 | 46 | 0.5% |
| 2 | 31 | 0.4% |
| 2.5 | 23 | 0.3% |
| 0.2 | 20 | 0.2% |
| 3.5 | 18 | 0.2% |
| 0.4 | 16 | 0.2% |
| Other values (51) | 136 | 1.6% |
| Value | Count | Frequency (%) |
| 0 | 8232 | |
| 0.1 | 46 | 0.5% |
| 0.2 | 20 | 0.2% |
| 0.3 | 9 | 0.1% |
| 0.4 | 16 | 0.2% |
| 0.5 | 116 | 1.3% |
| 0.7 | 1 | < 0.1% |
| 0.8 | 3 | < 0.1% |
| 0.9 | 3 | < 0.1% |
| 1 | 66 | 0.8% |
| Value | Count | Frequency (%) |
| 35 | 1 | |
| 29.5 | 1 | |
| 24 | 1 | |
| 21.5 | 1 | |
| 21 | 1 | |
| 19 | 1 | |
| 18.5 | 2 | |
| 18 | 2 | |
| 17 | 1 | |
| 16 | 1 |
Snowfall (cm)
Real number (ℝ)
| Distinct | 51 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.075068493 |
| Minimum | 0 |
|---|---|
| Maximum | 8.8 |
| Zeros | 8317 |
| Zeros (%) | 94.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 68.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.2 |
| Maximum | 8.8 |
| Range | 8.8 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.43674618 |
|---|---|
| Coefficient of variation (CV) | 5.8179692 |
| Kurtosis | 93.803324 |
| Mean | 0.075068493 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 8.4408008 |
| Sum | 657.6 |
| Variance | 0.19074723 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 8317 | |
| 0.3 | 42 | 0.5% |
| 1 | 39 | 0.4% |
| 0.9 | 34 | 0.4% |
| 0.5 | 34 | 0.4% |
| 0.7 | 31 | 0.4% |
| 0.8 | 22 | 0.3% |
| 2 | 22 | 0.3% |
| 0.4 | 21 | 0.2% |
| 1.6 | 19 | 0.2% |
| Other values (41) | 179 | 2.0% |
| Value | Count | Frequency (%) |
| 0 | 8317 | |
| 0.1 | 2 | < 0.1% |
| 0.2 | 15 | 0.2% |
| 0.3 | 42 | 0.5% |
| 0.4 | 21 | 0.2% |
| 0.5 | 34 | 0.4% |
| 0.6 | 15 | 0.2% |
| 0.7 | 31 | 0.4% |
| 0.8 | 22 | 0.3% |
| 0.9 | 34 | 0.4% |
| Value | Count | Frequency (%) |
| 8.8 | 2 | |
| 7.1 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 5.1 | 1 | < 0.1% |
| 5 | 2 | |
| 4.8 | 2 | |
| 4.3 | 2 | |
| 4.2 | 1 | < 0.1% |
| 4.1 | 4 |
Seasons
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 539.1 KiB |
| Spring | |
|---|---|
| Summer | |
| Autumn | |
| Winter |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Characters and Unicode
| Total characters | 52560 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Winter |
|---|---|
| 2nd row | Winter |
| 3rd row | Winter |
| 4th row | Winter |
| 5th row | Winter |
Common Values
| Value | Count | Frequency (%) |
| Spring | 2208 | |
| Summer | 2208 | |
| Autumn | 2184 | |
| Winter | 2160 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| spring | 2208 | |
| summer | 2208 | |
| autumn | 2184 | |
| winter | 2160 |
Most occurring characters
| Value | Count | Frequency (%) |
| m | 6600 | |
| r | 6576 | |
| u | 6576 | |
| n | 6552 | |
| S | 4416 | |
| i | 4368 | |
| e | 4368 | |
| t | 4344 | |
| p | 2208 | 4.2% |
| g | 2208 | 4.2% |
| Other values (2) | 4344 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 43800 | |
| Uppercase Letter | 8760 | 16.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| m | 6600 | |
| r | 6576 | |
| u | 6576 | |
| n | 6552 | |
| i | 4368 | |
| e | 4368 | |
| t | 4344 | |
| p | 2208 | 5.0% |
| g | 2208 | 5.0% |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 4416 | |
| A | 2184 | |
| W | 2160 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 52560 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| m | 6600 | |
| r | 6576 | |
| u | 6576 | |
| n | 6552 | |
| S | 4416 | |
| i | 4368 | |
| e | 4368 | |
| t | 4344 | |
| p | 2208 | 4.2% |
| g | 2208 | 4.2% |
| Other values (2) | 4344 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 52560 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| m | 6600 | |
| r | 6576 | |
| u | 6576 | |
| n | 6552 | |
| S | 4416 | |
| i | 4368 | |
| e | 4368 | |
| t | 4344 | |
| p | 2208 | 4.2% |
| g | 2208 | 4.2% |
| Other values (2) | 4344 |
Holiday
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 572.0 KiB |
| No Holiday | |
|---|---|
| Holiday | 432 |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 9.8520548 |
| Min length | 7 |
Characters and Unicode
| Total characters | 86304 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No Holiday |
|---|---|
| 2nd row | No Holiday |
| 3rd row | No Holiday |
| 4th row | No Holiday |
| 5th row | No Holiday |
Common Values
| Value | Count | Frequency (%) |
| No Holiday | 8328 | |
| Holiday | 432 | 4.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| holiday | 8760 | |
| no | 8328 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 17088 | |
| H | 8760 | |
| l | 8760 | |
| i | 8760 | |
| d | 8760 | |
| a | 8760 | |
| y | 8760 | |
| N | 8328 | |
| 8328 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 60888 | |
| Uppercase Letter | 17088 | 19.8% |
| Space Separator | 8328 | 9.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 17088 | |
| l | 8760 | |
| i | 8760 | |
| d | 8760 | |
| a | 8760 | |
| y | 8760 |
Uppercase Letter
| Value | Count | Frequency (%) |
| H | 8760 | |
| N | 8328 |
Space Separator
| Value | Count | Frequency (%) |
| 8328 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 77976 | |
| Common | 8328 | 9.6% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 17088 | |
| H | 8760 | |
| l | 8760 | |
| i | 8760 | |
| d | 8760 | |
| a | 8760 | |
| y | 8760 | |
| N | 8328 |
Common
| Value | Count | Frequency (%) |
| 8328 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 86304 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 17088 | |
| H | 8760 | |
| l | 8760 | |
| i | 8760 | |
| d | 8760 | |
| a | 8760 | |
| y | 8760 | |
| N | 8328 | |
| 8328 |
Functioning Day
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.7 KiB |
| True | |
|---|---|
| False | 295 |
| Value | Count | Frequency (%) |
| True | 8465 | |
| False | 295 | 3.4% |
| Rented Bike Count | Hour | Temperature(�C) | Humidity(%) | Wind speed (m/s) | Visibility (10m) | Dew point temperature(�C) | Solar Radiation (MJ/m2) | Rainfall(mm) | Snowfall (cm) | Seasons | Holiday | Functioning Day | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Rented Bike Count | 1.000 | 0.389 | 0.565 | -0.221 | 0.148 | 0.176 | 0.374 | 0.382 | -0.282 | -0.221 | 0.313 | 0.099 | 0.219 |
| Hour | 0.389 | 1.000 | 0.121 | -0.251 | 0.307 | 0.094 | 0.003 | 0.209 | -0.026 | -0.032 | 0.000 | 0.000 | 0.000 |
| Temperature(�C) | 0.565 | 0.121 | 1.000 | 0.154 | 0.011 | 0.046 | 0.912 | 0.328 | 0.072 | -0.307 | 0.642 | 0.146 | 0.195 |
| Humidity(%) | -0.221 | -0.251 | 0.154 | 1.000 | -0.355 | -0.483 | 0.521 | -0.438 | 0.368 | 0.050 | 0.184 | 0.079 | 0.068 |
| Wind speed (m/s) | 0.148 | 0.307 | 0.011 | -0.355 | 1.000 | 0.154 | -0.128 | 0.363 | -0.052 | 0.029 | 0.110 | 0.047 | 0.000 |
| Visibility (10m) | 0.176 | 0.094 | 0.046 | -0.483 | 0.154 | 1.000 | -0.129 | 0.049 | -0.232 | -0.074 | 0.136 | 0.076 | 0.033 |
| Dew point temperature(�C) | 0.374 | 0.003 | 0.912 | 0.521 | -0.128 | -0.129 | 1.000 | 0.094 | 0.213 | -0.249 | 0.618 | 0.118 | 0.232 |
| Solar Radiation (MJ/m2) | 0.382 | 0.209 | 0.328 | -0.438 | 0.363 | 0.049 | 0.094 | 1.000 | -0.091 | -0.077 | 0.133 | 0.000 | 0.020 |
| Rainfall(mm) | -0.282 | -0.026 | 0.072 | 0.368 | -0.052 | -0.232 | 0.213 | -0.091 | 1.000 | 0.002 | 0.026 | 0.000 | 0.000 |
| Snowfall (cm) | -0.221 | -0.032 | -0.307 | 0.050 | 0.029 | -0.074 | -0.249 | -0.077 | 0.002 | 1.000 | 0.151 | 0.022 | 0.007 |
| Seasons | 0.313 | 0.000 | 0.642 | 0.184 | 0.110 | 0.136 | 0.618 | 0.133 | 0.026 | 0.151 | 1.000 | 0.117 | 0.258 |
| Holiday | 0.099 | 0.000 | 0.146 | 0.079 | 0.047 | 0.076 | 0.118 | 0.000 | 0.000 | 0.022 | 0.117 | 1.000 | 0.024 |
| Functioning Day | 0.219 | 0.000 | 0.195 | 0.068 | 0.000 | 0.033 | 0.232 | 0.020 | 0.000 | 0.007 | 0.258 | 0.024 | 1.000 |
| Date | Rented Bike Count | Hour | Temperature(�C) | Humidity(%) | Wind speed (m/s) | Visibility (10m) | Dew point temperature(�C) | Solar Radiation (MJ/m2) | Rainfall(mm) | Snowfall (cm) | Seasons | Holiday | Functioning Day | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 01/12/2017 | 254 | 0 | -5.2 | 37 | 2.2 | 2000 | -17.6 | 0.00 | 0.0 | 0.0 | Winter | No Holiday | Yes |
| 1 | 01/12/2017 | 204 | 1 | -5.5 | 38 | 0.8 | 2000 | -17.6 | 0.00 | 0.0 | 0.0 | Winter | No Holiday | Yes |
| 2 | 01/12/2017 | 173 | 2 | -6.0 | 39 | 1.0 | 2000 | -17.7 | 0.00 | 0.0 | 0.0 | Winter | No Holiday | Yes |
| 3 | 01/12/2017 | 107 | 3 | -6.2 | 40 | 0.9 | 2000 | -17.6 | 0.00 | 0.0 | 0.0 | Winter | No Holiday | Yes |
| 4 | 01/12/2017 | 78 | 4 | -6.0 | 36 | 2.3 | 2000 | -18.6 | 0.00 | 0.0 | 0.0 | Winter | No Holiday | Yes |
| 5 | 01/12/2017 | 100 | 5 | -6.4 | 37 | 1.5 | 2000 | -18.7 | 0.00 | 0.0 | 0.0 | Winter | No Holiday | Yes |
| 6 | 01/12/2017 | 181 | 6 | -6.6 | 35 | 1.3 | 2000 | -19.5 | 0.00 | 0.0 | 0.0 | Winter | No Holiday | Yes |
| 7 | 01/12/2017 | 460 | 7 | -7.4 | 38 | 0.9 | 2000 | -19.3 | 0.00 | 0.0 | 0.0 | Winter | No Holiday | Yes |
| 8 | 01/12/2017 | 930 | 8 | -7.6 | 37 | 1.1 | 2000 | -19.8 | 0.01 | 0.0 | 0.0 | Winter | No Holiday | Yes |
| 9 | 01/12/2017 | 490 | 9 | -6.5 | 27 | 0.5 | 1928 | -22.4 | 0.23 | 0.0 | 0.0 | Winter | No Holiday | Yes |
| Date | Rented Bike Count | Hour | Temperature(�C) | Humidity(%) | Wind speed (m/s) | Visibility (10m) | Dew point temperature(�C) | Solar Radiation (MJ/m2) | Rainfall(mm) | Snowfall (cm) | Seasons | Holiday | Functioning Day | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8750 | 30/11/2018 | 761 | 14 | 7.8 | 20 | 2.2 | 2000 | -13.8 | 1.67 | 0.0 | 0.0 | Autumn | No Holiday | Yes |
| 8751 | 30/11/2018 | 768 | 15 | 7.0 | 20 | 3.3 | 1994 | -14.4 | 1.21 | 0.0 | 0.0 | Autumn | No Holiday | Yes |
| 8752 | 30/11/2018 | 837 | 16 | 7.2 | 23 | 1.5 | 1945 | -12.6 | 0.72 | 0.0 | 0.0 | Autumn | No Holiday | Yes |
| 8753 | 30/11/2018 | 1047 | 17 | 6.0 | 29 | 2.1 | 1877 | -10.7 | 0.23 | 0.0 | 0.0 | Autumn | No Holiday | Yes |
| 8754 | 30/11/2018 | 1384 | 18 | 4.7 | 34 | 1.9 | 1661 | -9.8 | 0.00 | 0.0 | 0.0 | Autumn | No Holiday | Yes |
| 8755 | 30/11/2018 | 1003 | 19 | 4.2 | 34 | 2.6 | 1894 | -10.3 | 0.00 | 0.0 | 0.0 | Autumn | No Holiday | Yes |
| 8756 | 30/11/2018 | 764 | 20 | 3.4 | 37 | 2.3 | 2000 | -9.9 | 0.00 | 0.0 | 0.0 | Autumn | No Holiday | Yes |
| 8757 | 30/11/2018 | 694 | 21 | 2.6 | 39 | 0.3 | 1968 | -9.9 | 0.00 | 0.0 | 0.0 | Autumn | No Holiday | Yes |
| 8758 | 30/11/2018 | 712 | 22 | 2.1 | 41 | 1.0 | 1859 | -9.8 | 0.00 | 0.0 | 0.0 | Autumn | No Holiday | Yes |
| 8759 | 30/11/2018 | 584 | 23 | 1.9 | 43 | 1.3 | 1909 | -9.3 | 0.00 | 0.0 | 0.0 | Autumn | No Holiday | Yes |